{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "451b9b12",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from total_plot import plot_it\n",
    "import numpy as np\n",
    "\n",
    "x_labels = [90, 2450, 8010, 16770, 28730]\n",
    "idx_ratio_1 = [1/760, 1/7080, 1/19800, 1/38920, 1/64440]\n",
    "\n",
    "optimal_ratio = [\n",
    "    0.804878049,\n",
    "    0.628408459,\n",
    "    0.558015611,\n",
    "    0.65872353,\n",
    "    0.56467516,]\n",
    "optimal_ratio_1 = [\n",
    "    0.80911983,\n",
    "    0.808881552,\n",
    "    0.812317745,\n",
    "    0.862382223,\n",
    "    0.84246132,]\n",
    "swap_vals = np.array([\n",
    "    [860, 0],\n",
    "    [19996, 0],\n",
    "    [85924, 0],\n",
    "    [255180, 0],\n",
    "    [679268, 0],\n",
    "])\n",
    "greedy_vals = np.array([\n",
    "    [274, 1580],\n",
    "    [6548, 43032],\n",
    "    [27166, 150848],\n",
    "    [72608, 355744],\n",
    "    [153806, 801328],\n",
    "])\n",
    "optimal_vals = np.array([\n",
    "    [274, 1580],\n",
    "    [6548, 43032],\n",
    "    [27166, 150848],\n",
    "    [72608, 355744],\n",
    "    [153806, 801328],\n",
    "])\n",
    "\n",
    "colors = ['#436691', '#f7d27d', '#da695c']  # 分别对应 swap, greedy, optimal 的颜色\n",
    "\n",
    "# 分别对应 swap, greedy, optimal 的颜色\n",
    "border_colors = ['#436691', '#f7d27d', '#da695c']\n",
    "\n",
    "plot_it(swap_vals, greedy_vals, optimal_vals, idx_ratio_1, optimal_ratio,\n",
    "        optimal_ratio_1, x_labels, colors, border_colors, 'fig/cnot_num_qft.pdf')"
   ]
  }
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